Right Hand Pandas Profiling Report

Dataset statistics

Number of variables	22
Number of observations	82704
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	17235
Duplicate rows (%)	20.8%
Total size in memory	13.6 MiB
Average record size in memory	172.0 B

Variable types

DateTime	1
Numeric	20
Categorical	1

Alerts

`label` has constant value "0"	Constant
Dataset has 17235 (20.8%) duplicate rows	Duplicates
`Alpha_AF7` is highly overall correlated with `Delta_AF7` and 1 other fields	High correlation
`Alpha_AF8` is highly overall correlated with `Delta_AF8` and 1 other fields	High correlation
`Alpha_TP10` is highly overall correlated with `Alpha_TP9` and 4 other fields	High correlation
`Alpha_TP9` is highly overall correlated with `Alpha_TP10` and 2 other fields	High correlation
`Beta_AF8` is highly overall correlated with `Gamma_AF8`	High correlation
`Beta_TP10` is highly overall correlated with `Alpha_TP10` and 2 other fields	High correlation
`Delta_AF7` is highly overall correlated with `Alpha_AF7` and 1 other fields	High correlation
`Delta_AF8` is highly overall correlated with `Alpha_AF8` and 1 other fields	High correlation
`Delta_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Delta_TP9` is highly overall correlated with `Alpha_TP9` and 2 other fields	High correlation
`Gamma_AF8` is highly overall correlated with `Beta_AF8`	High correlation
`Gamma_TP10` is highly overall correlated with `Beta_TP10`	High correlation
`Theta_AF7` is highly overall correlated with `Alpha_AF7` and 1 other fields	High correlation
`Theta_AF8` is highly overall correlated with `Alpha_AF8` and 1 other fields	High correlation
`Theta_TP10` is highly overall correlated with `Alpha_TP10` and 3 other fields	High correlation
`Theta_TP9` is highly overall correlated with `Alpha_TP10` and 4 other fields	High correlation

Reproduction

Analysis started	2024-11-05 23:00:17.333166
Analysis finished	2024-11-05 23:01:01.548033
Duration	44.21 seconds
Software version	ydata-profiling vv4.10.0
Download configuration	config.json

TimeStamp
Date

Distinct	64585
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Memory size	646.3 KiB

Minimum	2024-10-11 20:38:11.939000
Maximum	2024-10-11 20:48:43.923000

Histogram

Histogram with fixed size bins (bins=50)

Delta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1748
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70559715

Minimum	-0.33510423
Maximum	1.6064038
Zeros	0
Zeros (%)	0.0%
Negative	2676
Negative (%)	3.2%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.33510423
5-th percentile	0.088990524
Q1	0.4313331
median	0.70254064
Q3	1.0054115
95-th percentile	1.3374649
Maximum	1.6064038
Range	1.941508
Interquartile range (IQR)	0.5740784

Descriptive statistics

Standard deviation	0.39497771
Coefficient of variation (CV)	0.55977793
Kurtosis	-0.59881161
Mean	0.70559715
Median Absolute Deviation (MAD)	0.28253174
Skewness	-0.020476605
Sum	58355.707
Variance	0.15600739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.75054675	1776	2.1%
0.13857464	1104	1.3%
0.71952724	901	1.1%
0.6234419	672	0.8%
0.3454402	669	0.8%
0.58148354	654	0.8%
0.17617263	648	0.8%
1.0140057	612	0.7%
0.44620198	600	0.7%
0.53125733	600	0.7%
Other values (1738)	74468	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.33510423	411	0.5%
-0.26859432	25	< 0.1%
-0.21817063	380	0.5%
-0.1639805	26	< 0.1%
-0.14996877	158	0.2%
-0.14222832	26	< 0.1%
-0.13033913	26	< 0.1%
-0.12234299	26	< 0.1%
-0.12213151	26	< 0.1%
-0.092722625	26	< 0.1%

Value	Count	Frequency (%)
1.6064038	26	< 0.1%
1.5759093	78	0.1%
1.569642	26	< 0.1%
1.5686669	26	< 0.1%
1.568237	26	< 0.1%
1.5513206	26	< 0.1%
1.5505865	26	< 0.1%
1.5476288	26	< 0.1%
1.5447823	26	< 0.1%
1.5376135	26	< 0.1%

Delta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	3062
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50448635

Minimum	-0.80191934
Maximum	1.7496483
Zeros	0
Zeros (%)	0.0%
Negative	12185
Negative (%)	14.7%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.80191934
5-th percentile	-0.22572167
Q1	0.16527382
median	0.5448455
Q3	0.83894825
95-th percentile	1.1622808
Maximum	1.7496483
Range	2.5515676
Interquartile range (IQR)	0.67367443

Descriptive statistics

Standard deviation	0.43339327
Coefficient of variation (CV)	0.85907829
Kurtosis	-0.5297032
Mean	0.50448635
Median Absolute Deviation (MAD)	0.3206125
Skewness	-0.11333526
Sum	41723.039
Variance	0.18782973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.515416	591	0.7%
0.015372191	427	0.5%
0.12716751	373	0.5%
0.71305144	329	0.4%
1.3507568	307	0.4%
0.41102985	275	0.3%
0.840967	271	0.3%
1.386123	228	0.3%
0.12346749	208	0.3%
1.0491109	208	0.3%
Other values (3052)	79487	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.80191934	26	< 0.1%
-0.7432174	26	< 0.1%
-0.6794938	19	< 0.1%
-0.5780974	26	< 0.1%
-0.57729226	26	< 0.1%
-0.55037296	26	< 0.1%
-0.5407874	26	< 0.1%
-0.51701176	26	< 0.1%
-0.516346	26	< 0.1%
-0.5124347	26	< 0.1%

Value	Count	Frequency (%)
1.7496483	26	< 0.1%
1.7493814	26	< 0.1%
1.6913778	26	< 0.1%
1.6909072	26	< 0.1%
1.6905056	26	< 0.1%
1.6634355	26	< 0.1%
1.6633232	26	< 0.1%
1.6631585	26	< 0.1%
1.542554	3	< 0.1%
1.518101	26	< 0.1%

Delta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2698
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53904205

Minimum	-0.67401236
Maximum	1.5165182
Zeros	0
Zeros (%)	0.0%
Negative	9700
Negative (%)	11.7%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.67401236
5-th percentile	-0.19611801
Q1	0.26567554
median	0.56931895
Q3	0.8341702
95-th percentile	1.1777499
Maximum	1.5165182
Range	2.1905306
Interquartile range (IQR)	0.56849466

Descriptive statistics

Standard deviation	0.40914871
Coefficient of variation (CV)	0.75902931
Kurtosis	-0.45826194
Mean	0.53904205
Median Absolute Deviation (MAD)	0.28395775
Skewness	-0.25051445
Sum	44580.934
Variance	0.16740267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.27277198	935	1.1%
1.2077267	745	0.9%
1.0164934	591	0.7%
0.93624455	533	0.6%
0.53626347	494	0.6%
0.8856997	461	0.6%
0.813053	445	0.5%
0.8230151	439	0.5%
0.61964536	379	0.5%
1.2588356	373	0.5%
Other values (2688)	77309	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.67401236	26	< 0.1%
-0.6493353	26	< 0.1%
-0.6248127	26	< 0.1%
-0.60721016	26	< 0.1%
-0.5500323	26	< 0.1%
-0.5194649	26	< 0.1%
-0.5136891	26	< 0.1%
-0.4637491	26	< 0.1%
-0.46328944	26	< 0.1%
-0.4632652	26	< 0.1%

Value	Count	Frequency (%)
1.5165182	13	< 0.1%
1.5104482	338	0.4%
1.4822541	26	< 0.1%
1.4510862	130	0.2%
1.4496949	26	< 0.1%
1.4183276	26	< 0.1%
1.4170823	26	< 0.1%
1.4113896	61	0.1%
1.3988466	26	< 0.1%
1.3903227	260	0.3%

Delta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1814
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69077289

Minimum	-0.49028024
Maximum	1.9214865
Zeros	0
Zeros (%)	0.0%
Negative	2899
Negative (%)	3.5%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.49028024
5-th percentile	0.08408228
Q1	0.4093028
median	0.69745237
Q3	0.9464245
95-th percentile	1.3732065
Maximum	1.9214865
Range	2.4117667
Interquartile range (IQR)	0.5371217

Descriptive statistics

Standard deviation	0.40494702
Coefficient of variation (CV)	0.58622308
Kurtosis	-0.086878034
Mean	0.69077289
Median Absolute Deviation (MAD)	0.27773243
Skewness	0.046916979
Sum	57129.681
Variance	0.16398209
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13432698	1181	1.4%
0.08438157	1095	1.3%
0.36829722	1073	1.3%
0.726148	708	0.9%
0.5648898	678	0.8%
0.81935257	654	0.8%
1.0993242	612	0.7%
0.41294312	600	0.7%
0.6785298	591	0.7%
0.9250435	550	0.7%
Other values (1804)	74962	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.49028024	26	< 0.1%
-0.48951286	26	< 0.1%
-0.4860946	221	0.3%
-0.4057365	380	0.5%
-0.35123995	26	< 0.1%
-0.23045763	182	0.2%
-0.22993113	26	< 0.1%
-0.2260477	26	< 0.1%
-0.1983719	26	< 0.1%
-0.18664448	26	< 0.1%

Value	Count	Frequency (%)
1.9214865	1	< 0.1%
1.9188081	26	< 0.1%
1.8265651	286	0.3%
1.8188039	19	< 0.1%
1.7842088	26	< 0.1%
1.7831166	26	< 0.1%
1.7520205	26	< 0.1%
1.7232525	26	< 0.1%
1.7020211	26	< 0.1%
1.701241	26	< 0.1%

Theta_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1748
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.53971238

Minimum	-0.5652339
Maximum	1.4034507
Zeros	0
Zeros (%)	0.0%
Negative	5234
Negative (%)	6.3%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.5652339
5-th percentile	-0.015088377
Q1	0.2884964
median	0.5229791
Q3	0.788715
95-th percentile	1.1644291
Maximum	1.4034507
Range	1.9686846
Interquartile range (IQR)	0.5002186

Descriptive statistics

Standard deviation	0.35418273
Coefficient of variation (CV)	0.65624348
Kurtosis	-0.42247454
Mean	0.53971238
Median Absolute Deviation (MAD)	0.24851834
Skewness	0.071473516
Sum	44636.373
Variance	0.12544541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.026471455	1776	2.1%
0.4078013	1104	1.3%
0.62145156	901	1.1%
0.40449208	672	0.8%
0.8209879	669	0.8%
0.5165173	654	0.8%
0.22533204	648	0.8%
0.49162042	612	0.7%
0.23185158	600	0.7%
0.49722007	600	0.7%
Other values (1738)	74468	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.5652339	156	0.2%
-0.50215936	26	< 0.1%
-0.41857162	41	< 0.1%
-0.40873918	26	< 0.1%
-0.32128656	26	< 0.1%
-0.29455817	26	< 0.1%
-0.2899014	26	< 0.1%
-0.26965916	26	< 0.1%
-0.2606719	26	< 0.1%
-0.2591072	26	< 0.1%

Value	Count	Frequency (%)
1.4034507	25	< 0.1%
1.391734	26	< 0.1%
1.3902637	471	0.6%
1.3706143	26	< 0.1%
1.3642738	47	0.1%
1.345749	26	< 0.1%
1.334956	25	< 0.1%
1.3307358	26	< 0.1%
1.3302885	26	< 0.1%
1.3301661	26	< 0.1%

Theta_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	3062
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16154778

Minimum	-1.024258
Maximum	1.2762928
Zeros	0
Zeros (%)	0.0%
Negative	31201
Negative (%)	37.7%
Memory size	646.3 KiB

Quantile statistics

Minimum	-1.024258
5-th percentile	-0.3533664
Q1	-0.10884467
median	0.13720096
Q3	0.41492957
95-th percentile	0.7741119
Maximum	1.2762928
Range	2.3005508
Interquartile range (IQR)	0.52377424

Descriptive statistics

Standard deviation	0.35084318
Coefficient of variation (CV)	2.1717611
Kurtosis	-0.35409062
Mean	0.16154778
Median Absolute Deviation (MAD)	0.2632819
Skewness	0.34019784
Sum	13360.648
Variance	0.12309094
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0479491	591	0.7%
-0.18681224	427	0.5%
-0.18400644	373	0.5%
-0.08439287	329	0.4%
0.90950906	307	0.4%
-0.26911423	275	0.3%
0.8885262	271	0.3%
1.2762928	228	0.3%
0.071508564	208	0.3%
0.81031334	208	0.3%
Other values (3052)	79487	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.024258	26	< 0.1%
-0.922979	26	< 0.1%
-0.7553878	26	< 0.1%
-0.6744018	26	< 0.1%
-0.63939035	26	< 0.1%
-0.60867625	26	< 0.1%
-0.5977918	26	< 0.1%
-0.592147	26	< 0.1%
-0.5666094	26	< 0.1%
-0.5521292	130	0.2%

Value	Count	Frequency (%)
1.2762928	228	0.3%
1.1782061	26	< 0.1%
1.178194	26	< 0.1%
1.1366621	26	< 0.1%
1.1096328	29	< 0.1%
1.1079733	26	< 0.1%
1.1073408	26	< 0.1%
1.107238	26	< 0.1%
1.0815902	26	< 0.1%
1.0813934	26	< 0.1%

Theta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2698
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17770951

Minimum	-1.0883224
Maximum	1.3217444
Zeros	0
Zeros (%)	0.0%
Negative	25319
Negative (%)	30.6%
Memory size	646.3 KiB

Quantile statistics

Minimum	-1.0883224
5-th percentile	-0.39590645
Q1	-0.057569433
median	0.17423971
Q3	0.43106845
95-th percentile	0.7316935
Maximum	1.3217444
Range	2.4100668
Interquartile range (IQR)	0.48863788

Descriptive statistics

Standard deviation	0.36876007
Coefficient of variation (CV)	2.0750722
Kurtosis	0.84666709
Mean	0.17770951
Median Absolute Deviation (MAD)	0.24521904
Skewness	-0.20321789
Sum	14697.287
Variance	0.13598399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.0423481	935	1.1%
0.43303934	745	0.9%
0.55786365	591	0.7%
0.38820705	533	0.6%
-0.23243046	494	0.6%
0.6733088	461	0.6%
0.27387995	445	0.5%
0.43106845	439	0.5%
0.03333305	379	0.5%
1.3217444	373	0.5%
Other values (2688)	77309	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.0883224	26	< 0.1%
-1.0774606	26	< 0.1%
-1.0621821	26	< 0.1%
-1.0571556	26	< 0.1%
-1.0423481	935	1.1%
-0.96786684	26	< 0.1%
-0.81538045	26	< 0.1%
-0.74774593	26	< 0.1%
-0.74533814	26	< 0.1%
-0.71175086	26	< 0.1%

Value	Count	Frequency (%)
1.3217444	373	0.5%
1.267336	26	< 0.1%
1.2257303	237	0.3%
1.1220251	26	< 0.1%
1.1098882	26	< 0.1%
1.096916	26	< 0.1%
1.0776732	26	< 0.1%
1.0664538	21	< 0.1%
1.0519953	26	< 0.1%
1.0452373	182	0.2%

Theta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1814
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4899393

Minimum	-0.4798014
Maximum	1.5057349
Zeros	0
Zeros (%)	0.0%
Negative	7640
Negative (%)	9.2%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.4798014
5-th percentile	-0.08359462
Q1	0.23614861
median	0.46015838
Q3	0.7314768
95-th percentile	1.1437147
Maximum	1.5057349
Range	1.9855363
Interquartile range (IQR)	0.49532819

Descriptive statistics

Standard deviation	0.36818023
Coefficient of variation (CV)	0.75148131
Kurtosis	-0.39424565
Mean	0.4899393
Median Absolute Deviation (MAD)	0.24986802
Skewness	0.19238147
Sum	40519.94
Variance	0.13555668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02076885	1181	1.4%
0.5875351	1095	1.3%
-0.16216917	1073	1.3%
0.61022025	708	0.9%
-0.022139851	678	0.8%
0.402988	654	0.8%
-0.098020494	612	0.7%
0.3807151	600	0.7%
1.0985632	591	0.7%
0.73354053	550	0.7%
Other values (1804)	74962	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.4798014	26	< 0.1%
-0.47216704	26	< 0.1%
-0.4600128	26	< 0.1%
-0.41733196	305	0.4%
-0.4069947	26	< 0.1%
-0.39800185	26	< 0.1%
-0.34462193	11	< 0.1%
-0.34458244	39	< 0.1%
-0.3414303	26	< 0.1%
-0.33801913	26	< 0.1%

Value	Count	Frequency (%)
1.5057349	26	< 0.1%
1.5049301	26	< 0.1%
1.5018967	26	< 0.1%
1.4924849	26	< 0.1%
1.4590183	26	< 0.1%
1.4559814	129	0.2%
1.448694	133	0.2%
1.4100252	26	< 0.1%
1.3930286	26	< 0.1%
1.3554819	26	< 0.1%

Alpha_TP9
Real number (ℝ)

HIGH CORRELATION

Distinct	1346
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.72608338

Minimum	-0.010133764
Maximum	1.7540668
Zeros	0
Zeros (%)	0.0%
Negative	380
Negative (%)	0.5%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.010133764
5-th percentile	0.27259704
Q1	0.49023318
median	0.71566075
Q3	0.928792
95-th percentile	1.2414871
Maximum	1.7540668
Range	1.7642006
Interquartile range (IQR)	0.43855882

Descriptive statistics

Standard deviation	0.30993638
Coefficient of variation (CV)	0.42686059
Kurtosis	0.045750311
Mean	0.72608338
Median Absolute Deviation (MAD)	0.21882272
Skewness	0.31967859
Sum	60049.999
Variance	0.096060557
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4387374	1776	2.1%
0.45396483	1104	1.3%
0.9378857	901	1.1%
0.8437494	705	0.9%
0.5488564	672	0.8%
1.1554592	669	0.8%
0.8566038	654	0.8%
0.31133413	648	0.8%
0.5820789	612	0.7%
0.728899	600	0.7%
Other values (1336)	74363	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.010133764	380	0.5%
0.037807547	147	0.2%
0.04249323	41	< 0.1%
0.04647119	26	< 0.1%
0.04860552	26	< 0.1%
0.05455767	26	< 0.1%
0.07319447	26	< 0.1%
0.07385785	26	< 0.1%
0.074152075	97	0.1%
0.085639	26	< 0.1%

Value	Count	Frequency (%)
1.7540668	26	< 0.1%
1.7510599	208	0.3%
1.7508006	26	< 0.1%
1.7445627	26	< 0.1%
1.7256242	26	< 0.1%
1.7076495	26	< 0.1%
1.6063274	26	< 0.1%
1.5776734	316	0.4%
1.5537777	26	< 0.1%
1.5427042	285	0.3%

Alpha_AF7
Real number (ℝ)

HIGH CORRELATION

Distinct	2237
Distinct (%)	2.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23660243

Minimum	-0.65334094
Maximum	1.5151086
Zeros	0
Zeros (%)	0.0%
Negative	16459
Negative (%)	19.9%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.65334094
5-th percentile	-0.18932132
Q1	0.038410697
median	0.18786214
Q3	0.36184254
95-th percentile	0.8238773
Maximum	1.5151086
Range	2.1684495
Interquartile range (IQR)	0.32343184

Descriptive statistics

Standard deviation	0.33529336
Coefficient of variation (CV)	1.4171171
Kurtosis	3.5465331
Mean	0.23660243
Median Absolute Deviation (MAD)	0.15849698
Skewness	1.4873608
Sum	19567.967
Variance	0.11242164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.4431542	708	0.9%
-0.36888778	427	0.5%
0.6541547	390	0.5%
1.423259	373	0.5%
-0.3910424	373	0.5%
1.2527179	353	0.4%
0.49977973	338	0.4%
-0.14575051	329	0.4%
0.35221174	323	0.4%
0.32611775	312	0.4%
Other values (2227)	78778	95.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.65334094	3	< 0.1%
-0.64799184	52	0.1%
-0.6393918	26	< 0.1%
-0.5952672	26	< 0.1%
-0.54141045	26	< 0.1%
-0.4954084	26	< 0.1%
-0.47889936	26	< 0.1%
-0.4746681	26	< 0.1%
-0.45817548	26	< 0.1%
-0.42543274	26	< 0.1%

Value	Count	Frequency (%)
1.5151086	52	0.1%
1.4973216	78	0.1%
1.4968799	182	0.2%
1.4748824	78	0.1%
1.4555196	81	0.1%
1.4533818	19	< 0.1%
1.4431542	708	0.9%
1.423259	373	0.5%
1.4206085	78	0.1%
1.4201921	261	0.3%

Alpha_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2013
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2896822

Minimum	-0.49448085
Maximum	1.4337693
Zeros	0
Zeros (%)	0.0%
Negative	12016
Negative (%)	14.5%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.49448085
5-th percentile	-0.16706425
Q1	0.10886287
median	0.29707086
Q3	0.45142806
95-th percentile	0.7733206
Maximum	1.4337693
Range	1.9282501
Interquartile range (IQR)	0.34256519

Descriptive statistics

Standard deviation	0.28917806
Coefficient of variation (CV)	0.9982597
Kurtosis	1.4245004
Mean	0.2896822
Median Absolute Deviation (MAD)	0.17237492
Skewness	0.44757699
Sum	23957.876
Variance	0.083623951
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.4537734	935	1.1%
0.353579	745	0.9%
0.2996058	708	0.9%
0.626913	553	0.7%
0.4491274	533	0.6%
-0.22094443	494	0.6%
0.52509946	461	0.6%
0.13254076	445	0.5%
0.47762337	439	0.5%
1.2704518	390	0.5%
Other values (2003)	77001	93.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.49448085	51	0.1%
-0.4537734	935	1.1%
-0.4310632	171	0.2%
-0.39536595	26	< 0.1%
-0.3920496	19	< 0.1%
-0.38995457	26	< 0.1%
-0.38603625	26	< 0.1%
-0.37102666	26	< 0.1%
-0.36658794	26	< 0.1%
-0.34630495	26	< 0.1%

Value	Count	Frequency (%)
1.4337693	273	0.3%
1.3661605	26	< 0.1%
1.2704518	390	0.5%
1.2561033	353	0.4%
1.2524134	1	< 0.1%
1.0963023	338	0.4%
1.0959449	52	0.1%
1.088034	123	0.1%
0.9440093	237	0.3%
0.9350415	87	0.1%

Alpha_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1358
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.69137179

Minimum	-0.15728354
Maximum	1.6717061
Zeros	0
Zeros (%)	0.0%
Negative	704
Negative (%)	0.9%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.15728354
5-th percentile	0.14840485
Q1	0.46224093
median	0.68805474
Q3	0.88804597
95-th percentile	1.3512166
Maximum	1.6717061
Range	1.8289896
Interquartile range (IQR)	0.42580504

Descriptive statistics

Standard deviation	0.32727076
Coefficient of variation (CV)	0.47336435
Kurtosis	0.027579746
Mean	0.69137179
Median Absolute Deviation (MAD)	0.21319309
Skewness	0.31356314
Sum	57179.213
Variance	0.10710615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.34262863	1181	1.4%
0.14027707	1095	1.3%
0.32010022	1073	1.3%
0.622047	708	0.9%
1.3851777	708	0.9%
0.23260567	678	0.8%
0.38936573	654	0.8%
0.75924855	614	0.7%
0.3463398	612	0.7%
0.61465865	600	0.7%
Other values (1348)	74781	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.15728354	156	0.2%
-0.051908076	407	0.5%
-0.02776567	5	< 0.1%
-0.0157322	110	0.1%
-0.007736659	26	< 0.1%
0.005547859	26	< 0.1%
0.02590599	26	< 0.1%
0.027220113	26	< 0.1%
0.040850356	26	< 0.1%
0.04462968	26	< 0.1%

Value	Count	Frequency (%)
1.6717061	117	0.1%
1.6714683	26	< 0.1%
1.6705587	26	< 0.1%
1.6702687	26	< 0.1%
1.6691549	26	< 0.1%
1.6625866	26	< 0.1%
1.580001	26	< 0.1%
1.5295447	26	< 0.1%
1.5287766	130	0.2%
1.52872	25	< 0.1%

Beta_TP9
Real number (ℝ)

Distinct	1748
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54737501

Minimum	0.1365746
Maximum	1.1716106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	646.3 KiB

Quantile statistics

Minimum	0.1365746
5-th percentile	0.30262426
Q1	0.45730677
median	0.54916865
Q3	0.64861476
95-th percentile	0.8080863
Maximum	1.1716106
Range	1.035036
Interquartile range (IQR)	0.19130799

Descriptive statistics

Standard deviation	0.1490089
Coefficient of variation (CV)	0.27222452
Kurtosis	0.33850911
Mean	0.54737501
Median Absolute Deviation (MAD)	0.09449795
Skewness	0.21279051
Sum	45270.103
Variance	0.022203652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5181544	1776	2.1%
0.31089175	1104	1.3%
0.81626934	901	1.1%
0.6657584	672	0.8%
0.859356	669	0.8%
0.5971505	654	0.8%
0.6869109	648	0.8%
0.3454745	612	0.7%
0.66787404	600	0.7%
0.4786894	600	0.7%
Other values (1738)	74468	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1365746	26	< 0.1%
0.15820292	26	< 0.1%
0.18745694	26	< 0.1%
0.19242266	147	0.2%
0.20443563	149	0.2%
0.20905355	367	0.4%
0.22173165	26	< 0.1%
0.22367072	26	< 0.1%
0.22422661	26	< 0.1%
0.23426759	26	< 0.1%

Value	Count	Frequency (%)
1.1716106	26	< 0.1%
1.1654366	26	< 0.1%
1.1576754	26	< 0.1%
1.1415755	26	< 0.1%
1.1351825	26	< 0.1%
1.1067898	26	< 0.1%
1.1024258	26	< 0.1%
1.0711652	26	< 0.1%
1.0407102	26	< 0.1%
1.0398903	26	< 0.1%

Beta_AF7
Real number (ℝ)

Distinct	3061
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.024827189

Minimum	-0.388571
Maximum	0.63075686
Zeros	0
Zeros (%)	0.0%
Negative	52829
Negative (%)	63.9%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.388571
5-th percentile	-0.23327777
Q1	-0.1214288
median	-0.03886597
Q3	0.045859084
95-th percentile	0.22470479
Maximum	0.63075686
Range	1.0193279
Interquartile range (IQR)	0.16728788

Descriptive statistics

Standard deviation	0.15003105
Coefficient of variation (CV)	-6.0430141
Kurtosis	3.028272
Mean	-0.024827189
Median Absolute Deviation (MAD)	0.083502145
Skewness	1.1450971
Sum	-2053.3078
Variance	0.022509317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.63075686	591	0.7%
0.11802954	427	0.5%
0.044034522	373	0.5%
0.22444744	329	0.4%
0.01995299	307	0.4%
-0.08946839	275	0.3%
0.044636175	271	0.3%
0.26496592	228	0.3%
-0.0077440855	208	0.3%
0.0015502303	208	0.3%
Other values (3051)	79487	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.388571	26	< 0.1%
-0.38542086	26	< 0.1%
-0.36945903	26	< 0.1%
-0.36051774	26	< 0.1%
-0.35870242	26	< 0.1%
-0.3558992	26	< 0.1%
-0.3555874	26	< 0.1%
-0.3536955	52	0.1%
-0.35173258	26	< 0.1%
-0.35088098	9	< 0.1%

Value	Count	Frequency (%)
0.63075686	591	0.7%
0.6245438	25	< 0.1%
0.60822296	26	< 0.1%
0.60322213	15	< 0.1%
0.59413344	26	< 0.1%
0.59207964	26	< 0.1%
0.578194	19	< 0.1%
0.5662992	26	< 0.1%
0.54931575	26	< 0.1%
0.5439711	26	< 0.1%

Beta_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2698
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34725061

Minimum	-0.32362264
Maximum	0.94199723
Zeros	0
Zeros (%)	0.0%
Negative	6534
Negative (%)	7.9%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.32362264
5-th percentile	-0.044020507
Q1	0.1434865
median	0.33486757
Q3	0.5553217
95-th percentile	0.7289577
Maximum	0.94199723
Range	1.2656199
Interquartile range (IQR)	0.4118352

Descriptive statistics

Standard deviation	0.25108012
Coefficient of variation (CV)	0.72305162
Kurtosis	-0.94578224
Mean	0.34725061
Median Absolute Deviation (MAD)	0.20797828
Skewness	-0.022449794
Sum	28719.015
Variance	0.063041225
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.54284585	935	1.1%
0.53180563	745	0.9%
0.23409522	591	0.7%
0.6808428	533	0.6%
0.3987713	494	0.6%
0.5852731	461	0.6%
0.1990727	445	0.5%
0.79565656	439	0.5%
0.0050937706	379	0.5%
0.49709418	373	0.5%
Other values (2688)	77309	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.32362264	11	< 0.1%
-0.31574875	26	< 0.1%
-0.3059161	26	< 0.1%
-0.2940152	26	< 0.1%
-0.2882017	26	< 0.1%
-0.28114298	26	< 0.1%
-0.2804898	26	< 0.1%
-0.267904	26	< 0.1%
-0.25834745	26	< 0.1%
-0.25217694	26	< 0.1%

Value	Count	Frequency (%)
0.94199723	26	< 0.1%
0.9419253	26	< 0.1%
0.918661	26	< 0.1%
0.9029571	26	< 0.1%
0.8872632	26	< 0.1%
0.8788579	26	< 0.1%
0.8761344	26	< 0.1%
0.87278616	26	< 0.1%
0.8660474	26	< 0.1%
0.8653737	26	< 0.1%

Beta_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1814
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.51653179

Minimum	0.0019041058
Maximum	1.3511261
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	646.3 KiB

Quantile statistics

Minimum	0.0019041058
5-th percentile	0.23409328
Q1	0.39817157
median	0.49152353
Q3	0.615631
95-th percentile	0.84149754
Maximum	1.3511261
Range	1.349222
Interquartile range (IQR)	0.21745943

Descriptive statistics

Standard deviation	0.1817179
Coefficient of variation (CV)	0.3518039
Kurtosis	1.0656004
Mean	0.51653179
Median Absolute Deviation (MAD)	0.10671823
Skewness	0.60851974
Sum	42719.245
Variance	0.033021394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.43812922	1181	1.4%
0.3935599	1095	1.3%
0.43352154	1073	1.3%
0.40650672	708	0.9%
0.23047492	678	0.8%
0.445777	654	0.8%
0.4463696	612	0.7%
0.8962924	600	0.7%
0.84149754	591	0.7%
0.681951	550	0.7%
Other values (1804)	74962	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0019041058	313	0.4%
0.13809367	179	0.2%
0.14171325	411	0.5%
0.14540529	26	< 0.1%
0.14919125	26	< 0.1%
0.16011405	303	0.4%
0.16600202	26	< 0.1%
0.16692747	407	0.5%
0.18251859	39	< 0.1%
0.18262057	147	0.2%

Value	Count	Frequency (%)
1.3511261	19	< 0.1%
1.3329885	26	< 0.1%
1.3141003	26	< 0.1%
1.293239	26	< 0.1%
1.2705196	26	< 0.1%
1.246215	26	< 0.1%
1.2209504	26	< 0.1%
1.1954765	26	< 0.1%
1.141737	26	< 0.1%
1.1245946	45	0.1%

Gamma_TP9
Real number (ℝ)

Distinct	1748
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16422242

Minimum	-0.41039
Maximum	0.8644331
Zeros	0
Zeros (%)	0.0%
Negative	14307
Negative (%)	17.3%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.41039
5-th percentile	-0.10307981
Q1	0.036726814
median	0.15586972
Q3	0.27762827
95-th percentile	0.44792998
Maximum	0.8644331
Range	1.2748231
Interquartile range (IQR)	0.24090146

Descriptive statistics

Standard deviation	0.17723031
Coefficient of variation (CV)	1.079209
Kurtosis	1.1769328
Mean	0.16422242
Median Absolute Deviation (MAD)	0.12039456
Skewness	0.51937462
Sum	13581.851
Variance	0.031410584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3603399	1776	2.1%
0.008378546	1104	1.3%
0.44792998	901	1.1%
0.027036395	672	0.8%
0.8644331	669	0.8%
0.16149823	654	0.8%
0.22418948	648	0.8%
0.28876066	612	0.7%
0.05629347	600	0.7%
0.32389832	600	0.7%
Other values (1738)	74468	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.41039	26	< 0.1%
-0.31546456	26	< 0.1%
-0.29752457	26	< 0.1%
-0.28970972	287	0.3%
-0.28412238	145	0.2%
-0.27215952	26	< 0.1%
-0.25133598	26	< 0.1%
-0.2341335	26	< 0.1%
-0.21146974	208	0.3%
-0.20854323	26	< 0.1%

Value	Count	Frequency (%)
0.8644331	669	0.8%
0.8402879	26	< 0.1%
0.8271825	13	< 0.1%
0.71921146	26	< 0.1%
0.7187923	26	< 0.1%
0.7153161	78	0.1%
0.7082019	26	< 0.1%
0.70327586	26	< 0.1%
0.69239295	26	< 0.1%
0.657108	26	< 0.1%

Gamma_AF7
Real number (ℝ)

Distinct	3061
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.34859034

Minimum	-0.7273519
Maximum	0.33212206
Zeros	0
Zeros (%)	0.0%
Negative	80690
Negative (%)	97.6%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.7273519
5-th percentile	-0.5704418
Q1	-0.4519618
median	-0.3663583
Q3	-0.2672917
95-th percentile	-0.08466561
Maximum	0.33212206
Range	1.059474
Interquartile range (IQR)	0.1846701

Descriptive statistics

Standard deviation	0.15499233
Coefficient of variation (CV)	-0.44462602
Kurtosis	2.5726998
Mean	-0.34859034
Median Absolute Deviation (MAD)	0.09158476
Skewness	1.0341489
Sum	-28829.815
Variance	0.024022623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.33212206	591	0.7%
-0.25232315	427	0.5%
-0.43802416	373	0.5%
-0.37782884	329	0.4%
-0.4106443	307	0.4%
-0.11158241	275	0.3%
-0.32671887	271	0.3%
-0.13258588	228	0.3%
-0.40504947	208	0.3%
-0.21345739	208	0.3%
Other values (3051)	79487	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.7273519	26	< 0.1%
-0.72513777	26	< 0.1%
-0.7111689	26	< 0.1%
-0.7079603	26	< 0.1%
-0.7023356	26	< 0.1%
-0.6964258	26	< 0.1%
-0.6857057	26	< 0.1%
-0.68069905	26	< 0.1%
-0.68047047	26	< 0.1%
-0.6801854	26	< 0.1%

Value	Count	Frequency (%)
0.33212206	591	0.7%
0.3116443	26	< 0.1%
0.286172	26	< 0.1%
0.28529662	26	< 0.1%
0.28216037	26	< 0.1%
0.27289063	26	< 0.1%
0.2570843	26	< 0.1%
0.25477183	26	< 0.1%
0.2511363	26	< 0.1%
0.23377803	26	< 0.1%

Gamma_AF8
Real number (ℝ)

HIGH CORRELATION

Distinct	2698
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.108232

Minimum	-0.6982946
Maximum	0.84535784
Zeros	0
Zeros (%)	0.0%
Negative	32326
Negative (%)	39.1%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.6982946
5-th percentile	-0.28425485
Q1	-0.11613895
median	0.11030544
Q3	0.33060706
95-th percentile	0.5132797
Maximum	0.84535784
Range	1.5436524
Interquartile range (IQR)	0.44674601

Descriptive statistics

Standard deviation	0.26836841
Coefficient of variation (CV)	2.4795663
Kurtosis	-0.79239488
Mean	0.108232
Median Absolute Deviation (MAD)	0.22208678
Skewness	-0.013629263
Sum	8951.2192
Variance	0.072021605
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25555915	935	1.1%
0.30471754	745	0.9%
-0.08953396	591	0.7%
0.5215275	533	0.6%
-0.055769116	494	0.6%
0.4349247	461	0.6%
-0.17409736	445	0.5%
0.22799556	439	0.5%
-0.19726934	379	0.5%
0.033971284	373	0.5%
Other values (2688)	77309	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.6982946	26	< 0.1%
-0.6950946	26	< 0.1%
-0.67445296	101	0.1%
-0.58544147	26	< 0.1%
-0.57088536	27	< 0.1%
-0.56386423	26	< 0.1%
-0.5601097	26	< 0.1%
-0.5592469	26	< 0.1%
-0.5264512	26	< 0.1%
-0.5129136	26	< 0.1%

Value	Count	Frequency (%)
0.84535784	156	0.2%
0.8425592	26	< 0.1%
0.83695567	26	< 0.1%
0.8266423	26	< 0.1%
0.8150505	26	< 0.1%
0.8069707	26	< 0.1%
0.8022834	26	< 0.1%
0.7956655	26	< 0.1%
0.78288704	26	< 0.1%
0.7644806	13	< 0.1%

Gamma_TP10
Real number (ℝ)

HIGH CORRELATION

Distinct	1814
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1089806

Minimum	-0.4319339
Maximum	1.2413386
Zeros	0
Zeros (%)	0.0%
Negative	25245
Negative (%)	30.5%
Memory size	646.3 KiB

Quantile statistics

Minimum	-0.4319339
5-th percentile	-0.17165124
Q1	-0.029867506
median	0.096228346
Q3	0.19682828
95-th percentile	0.44080812
Maximum	1.2413386
Range	1.6732725
Interquartile range (IQR)	0.22669579

Descriptive statistics

Standard deviation	0.20674109
Coefficient of variation (CV)	1.8970448
Kurtosis	3.3962855
Mean	0.1089806
Median Absolute Deviation (MAD)	0.11797152
Skewness	1.2016965
Sum	9013.1319
Variance	0.042741879
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25633445	1181	1.4%
-0.07373067	1095	1.3%
0.054338984	1073	1.3%
0.098986566	708	0.9%
-0.012729426	678	0.8%
0.15879056	654	0.8%
0.13232927	612	0.7%
0.3084336	600	0.7%
0.8056685	591	0.7%
0.22093904	550	0.7%
Other values (1804)	74962	90.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.4319339	380	0.5%
-0.37152454	26	< 0.1%
-0.35891882	26	< 0.1%
-0.35756242	26	< 0.1%
-0.35263956	130	0.2%
-0.31378123	219	0.3%
-0.3018436	26	< 0.1%
-0.30129194	26	< 0.1%
-0.26943544	26	< 0.1%
-0.2608508	26	< 0.1%

Value	Count	Frequency (%)
1.2413386	19	< 0.1%
1.2342421	26	< 0.1%
1.2215304	26	< 0.1%
1.2030104	26	< 0.1%
1.1788546	26	< 0.1%
1.150872	26	< 0.1%
1.1217695	26	< 0.1%
1.0936832	26	< 0.1%
1.0500015	26	< 0.1%
1.0101496	26	< 0.1%

label
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.6 MiB

0	82704

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	82704
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	82704	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	82704	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	82704	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	82704	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	82704	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	82704	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	82704	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	82704	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	82704	100.0%

Auto

Heatmap
Table

	Alpha_AF7	Alpha_AF8	Alpha_TP10	Alpha_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Beta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Delta_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	Gamma_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Theta_TP9
Alpha_AF7	1.000	0.276	0.170	0.092	0.209	0.116	0.183	0.110	0.537	0.199	0.241	0.198	0.189	0.120	0.138	0.030	0.692	0.270	0.277	0.243
Alpha_AF8	0.276	1.000	0.143	0.185	0.117	0.198	0.162	0.266	0.172	0.514	0.211	0.295	0.073	0.195	0.095	0.196	0.261	0.633	0.229	0.248
Alpha_TP10	0.170	0.143	1.000	0.577	0.047	0.018	0.519	0.210	0.021	0.028	0.592	0.391	-0.042	0.054	0.343	0.148	0.065	0.031	0.710	0.527
Alpha_TP9	0.092	0.185	0.577	1.000	0.049	0.094	0.370	0.340	-0.050	-0.049	0.389	0.506	-0.085	0.092	0.226	0.227	-0.030	0.002	0.478	0.681
Beta_AF7	0.209	0.117	0.047	0.049	1.000	-0.127	0.049	0.086	0.177	0.196	0.049	-0.025	0.444	-0.166	0.073	-0.039	0.193	0.179	0.102	0.036
Beta_AF8	0.116	0.198	0.018	0.094	-0.127	1.000	0.194	0.161	0.070	-0.052	0.099	0.206	-0.250	0.830	0.192	0.070	0.067	0.063	0.053	0.160
Beta_TP10	0.183	0.162	0.519	0.370	0.049	0.194	1.000	0.373	0.172	0.170	0.486	0.439	0.004	0.194	0.522	0.245	0.167	0.155	0.504	0.456
Beta_TP9	0.110	0.266	0.210	0.340	0.086	0.161	0.373	1.000	0.128	0.167	0.220	0.277	0.094	0.164	0.192	0.261	0.120	0.179	0.273	0.333
Delta_AF7	0.537	0.172	0.021	-0.050	0.177	0.070	0.172	0.128	1.000	0.447	0.215	0.176	0.166	0.062	0.138	-0.016	0.824	0.394	0.179	0.143
Delta_AF8	0.199	0.514	0.028	-0.049	0.196	-0.052	0.170	0.167	0.447	1.000	0.185	0.223	0.174	-0.077	0.107	0.150	0.379	0.819	0.203	0.142
Delta_TP10	0.241	0.211	0.592	0.389	0.049	0.099	0.486	0.220	0.215	0.185	1.000	0.585	-0.009	0.116	0.314	0.164	0.222	0.128	0.710	0.525
Delta_TP9	0.198	0.295	0.391	0.506	-0.025	0.206	0.439	0.277	0.176	0.223	0.585	1.000	-0.080	0.212	0.291	0.280	0.170	0.171	0.460	0.734
Gamma_AF7	0.189	0.073	-0.042	-0.085	0.444	-0.250	0.004	0.094	0.166	0.174	-0.009	-0.080	1.000	-0.201	0.034	0.069	0.166	0.117	0.063	0.001
Gamma_AF8	0.120	0.195	0.054	0.092	-0.166	0.830	0.194	0.164	0.062	-0.077	0.116	0.212	-0.201	1.000	0.251	0.094	0.083	0.028	0.087	0.184
Gamma_TP10	0.138	0.095	0.343	0.226	0.073	0.192	0.522	0.192	0.138	0.107	0.314	0.291	0.034	0.251	1.000	0.359	0.072	0.074	0.300	0.286
Gamma_TP9	0.030	0.196	0.148	0.227	-0.039	0.070	0.245	0.261	-0.016	0.150	0.164	0.280	0.069	0.094	0.359	1.000	0.017	0.111	0.104	0.198
Theta_AF7	0.692	0.261	0.065	-0.030	0.193	0.067	0.167	0.120	0.824	0.379	0.222	0.170	0.166	0.083	0.072	0.017	1.000	0.414	0.225	0.186
Theta_AF8	0.270	0.633	0.031	0.002	0.179	0.063	0.155	0.179	0.394	0.819	0.128	0.171	0.117	0.028	0.074	0.111	0.414	1.000	0.218	0.160
Theta_TP10	0.277	0.229	0.710	0.478	0.102	0.053	0.504	0.273	0.179	0.203	0.710	0.460	0.063	0.087	0.300	0.104	0.225	0.218	1.000	0.656
Theta_TP9	0.243	0.248	0.527	0.681	0.036	0.160	0.456	0.333	0.143	0.142	0.525	0.734	0.001	0.184	0.286	0.198	0.186	0.160	0.656	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	TimeStamp	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
0	2024-10-11 20:38:11.939	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
1	2024-10-11 20:38:11.940	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
2	2024-10-11 20:38:11.942	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
3	2024-10-11 20:38:11.943	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
4	2024-10-11 20:38:11.944	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
5	2024-10-11 20:38:11.945	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
6	2024-10-11 20:38:11.947	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
7	2024-10-11 20:38:11.948	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
8	2024-10-11 20:38:11.949	0.529213	-0.261799	0.608596	0.323013	0.22339	-0.426596	0.132564	0.281431	0.838797	0.209767	0.146537	0.944745	0.401226	-0.032555	-0.089044	0.324596	0.012930	-0.327971	-0.109457	0.115177
9	2024-10-11 20:38:11.950	0.522805	-0.257871	0.524771	0.308116	0.23958	-0.405911	0.082120	0.269595	0.838797	0.209767	0.151369	0.944745	0.388792	-0.038370	-0.054654	0.331498	-0.001643	-0.324570	-0.108288	0.111279

	TimeStamp	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10
82694	2024-10-11 20:48:43.906	1.335843	0.394889	0.245547	1.278645	1.09565	0.273791	-0.206098	0.396658	0.607109	0.039820	0.126547	0.58282	0.742279	0.024668	0.587033	0.703562	0.384967	-0.197021	0.276164	0.279387
82695	2024-10-11 20:48:43.908	1.335843	0.394889	0.245547	1.278645	1.09565	0.273791	-0.206098	0.396658	0.607109	0.039820	0.126547	0.58282	0.742279	0.024668	0.587033	0.703562	0.384967	-0.197021	0.276164	0.279387
82696	2024-10-11 20:48:43.909	1.335843	0.394889	0.245547	1.278645	1.09565	0.273791	-0.206098	0.396658	0.607109	0.039820	0.126547	0.58282	0.742279	0.024668	0.587033	0.703562	0.384967	-0.197021	0.276164	0.279387
82697	2024-10-11 20:48:43.910	1.335843	0.394889	0.245547	1.278645	1.09565	0.273791	-0.206098	0.396658	0.607109	0.039820	0.126547	0.58282	0.742279	0.024668	0.587033	0.703562	0.384967	-0.197021	0.276164	0.279387
82698	2024-10-11 20:48:43.911	1.335843	0.394889	0.245547	1.278645	1.09565	0.273791	-0.206098	0.396658	0.607109	0.039820	0.126547	0.58282	0.742279	0.024668	0.587033	0.703562	0.384967	-0.197021	0.276164	0.279387
82699	2024-10-11 20:48:43.912	1.335843	0.404905	0.249424	1.278645	1.09565	0.276897	-0.197802	0.396658	0.607109	0.030069	0.108126	0.58282	0.742279	0.024755	0.579589	0.703562	0.384967	-0.210553	0.266571	0.279387
82700	2024-10-11 20:48:43.919	1.335843	0.404905	0.249424	1.278645	1.09565	0.276897	-0.197802	0.396658	0.607109	0.030069	0.108126	0.58282	0.742279	0.024755	0.579589	0.703562	0.384967	-0.210553	0.266571	0.279387
82701	2024-10-11 20:48:43.921	1.335843	0.404905	0.249424	1.278645	1.09565	0.276897	-0.197802	0.396658	0.607109	0.030069	0.108126	0.58282	0.742279	0.024755	0.579589	0.703562	0.384967	-0.210553	0.266571	0.279387
82702	2024-10-11 20:48:43.922	1.335843	0.404905	0.249424	1.278645	1.09565	0.276897	-0.197802	0.396658	0.607109	0.030069	0.108126	0.58282	0.742279	0.024755	0.579589	0.703562	0.384967	-0.210553	0.266571	0.279387
82703	2024-10-11 20:48:43.923	1.335843	0.404905	0.249424	1.278645	1.09565	0.276897	-0.197802	0.396658	0.607109	0.030069	0.108126	0.58282	0.742279	0.024755	0.579589	0.703562	0.384967	-0.210553	0.266571	0.279387

Most frequently occurring

	TimeStamp	Delta_TP9	Delta_AF7	Delta_AF8	Delta_TP10	Theta_TP9	Theta_AF7	Theta_AF8	Theta_TP10	Alpha_TP9	Alpha_AF7	Alpha_AF8	Alpha_TP10	Beta_TP9	Beta_AF7	Beta_AF8	Beta_TP10	Gamma_TP9	Gamma_AF7	Gamma_AF8	Gamma_TP10	# duplicates
17	2024-10-11 20:38:12.306	0.526127	-0.217029	0.151735	0.315751	0.284968	-0.308913	-0.027410	0.260900	0.838797	0.205453	0.157206	0.944745	0.288812	-0.031326	-0.006179	0.316081	-0.069203	-0.334209	-0.157211	0.043585	3
24	2024-10-11 20:38:12.406	0.532149	-0.201755	0.019790	0.334213	0.297421	-0.268899	-0.046408	0.248015	0.838932	0.196558	0.146254	0.936796	0.279201	-0.024356	-0.010220	0.314806	-0.082489	-0.343442	-0.175593	0.007710	3
25	2024-10-11 20:38:12.408	0.532149	-0.201755	0.019790	0.334213	0.297421	-0.268899	-0.046408	0.248015	0.838932	0.196558	0.146254	0.936796	0.279201	-0.024356	-0.010220	0.314806	-0.082489	-0.343442	-0.175593	0.007710	3
143	2024-10-11 20:38:16.474	0.682114	-0.320228	-0.058089	0.839487	0.894228	0.038402	-0.376588	0.889918	1.242083	-0.152319	0.221587	0.889554	0.952585	0.413318	0.030659	0.638676	0.571035	0.282160	-0.078157	0.092015	3
168	2024-10-11 20:38:16.654	0.555269	-0.369503	-0.108702	0.732927	0.767900	-0.096675	-0.409913	0.751790	1.419325	-0.102867	0.222283	0.900007	1.016341	0.329712	0.061700	0.632431	0.548500	0.254772	-0.090839	0.091087	3
173	2024-10-11 20:38:16.693	0.530084	-0.361923	-0.117339	0.698959	0.727013	-0.110020	-0.423230	0.716779	1.471880	-0.081191	0.222283	0.911653	1.030647	0.302248	0.085238	0.613838	0.533451	0.233663	-0.085645	0.080366	3
177	2024-10-11 20:38:16.824	0.530084	-0.361923	-0.117339	0.698959	0.727013	-0.110020	-0.423230	0.716779	1.471880	-0.081191	0.222283	0.911653	1.030647	0.302248	0.085238	0.613838	0.533451	0.233663	-0.085645	0.080366	3
369	2024-10-11 20:38:24.045	0.679836	0.095503	0.075342	0.489969	0.614657	-0.027097	-0.198608	0.357653	0.750973	-0.647992	-0.059042	0.277665	0.660586	-0.211605	-0.070185	0.351249	0.093406	-0.199724	-0.142342	0.180136	3
393	2024-10-11 20:38:24.420	0.584084	-0.025228	-0.068413	0.330610	0.439772	-0.156694	-0.096744	0.181350	0.905701	-0.495408	0.042035	0.277665	0.584521	-0.186887	0.034140	0.335765	0.155930	-0.166733	-0.011079	0.014640	3
521	2024-10-11 20:38:27.842	0.138575	0.015372	1.007848	0.084382	0.407801	-0.186812	0.472480	0.587535	0.453965	-0.368888	0.269386	0.140277	0.310892	0.118030	0.082399	0.393560	0.008379	-0.252323	-0.205122	-0.073731	3

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring